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Mechanism of biochar soil pore-gas-water interaction: gas properties of biochar-amended sandy soil at diferent degrees of compaction using KNN modeling

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Warianty tytułu
Języki publikacji
EN
Abstrakty
EN
Soil compaction has contrasting efect on soil strength (i.e., positive) and vegetation growth (i.e., negative), respectively. Biochar has been utilized mostly in combination with soils in both agricultural felds (i.e., loose soils) and geo-structures (i.e., dense soil slopes, landfll cover) for improving water retention due to its microporous structure. Biochar is also found to be useful to reduce gas permeability in compacted soil recently. However, the efciency of biochar in reducing gas permeability in loose and dense soils is rarely understood. The objective of this study is to analyze efects of compaction on gas permeability in soil at diferent degrees of compaction (i.e., 65%, 80% and 95%) and also diferent biochar amendment contents (0%, 5% and 10%). Another aim is to identify relative signifcance of parameters (soil suction, water content, biochar content and compaction) in afecting gas permeability. Experiments were conducted before applying k-nearest neighbor (KNN) modeling technique for identifying relative signifcance of parameters. Biochar was synthesized from a coastal invasive species (water hyacinth), which has relatively no infuence on food chain (as unlike in biochar produced from biomass such as rice husk, straw, peanut shell). Based on measurements and KNN modeling, it was found that gas permeability of biochar-amended soil is relatively lower than that of soil without amendment. It was found from KNN model that for denser soils, higher amount of soil suction is mobilized for a signifcant increase in gas permeability as compared to loose soils. Among all parameters, soil suction is found to be most infuential in afecting gas permeability followed by water content and compaction.
Czasopismo
Rocznik
Strony
207--217
Opis fizyczny
Bibliogr. 28 poz.
Twórcy
autor
  • Department of Civil and Environmental Engineering, Guangdong Engineering Center for Structure Safety and Health Monitoring, Shantou University, Shantou, China
autor
  • Department of Civil and Environmental Engineering, Guangdong Engineering Center for Structure Safety and Health Monitoring, Shantou University, Shantou, China
  • Department of Civil Engineering, IIT Jammu, Jammu, India
  • Staley Black and Decker, Atlanta, GA, USA
  • Department of Civil Engineering, Faculty of Engineering, King Mongkut’s Institute of Technology Ladkrabang (KMITL), Bangkok, Thailand
autor
  • Department of Civil Engineering, IIT Jammu, Jammu, India
autor
  • Department of Civil Engineering, IIT Jammu, Jammu, India
autor
  • School of Earth Sciences and Engineering, Nanjing University, Nanjing, China
Bibliografia
  • 1. ASTM D2487-17 (2017) Standard practice for classification of soils for engineering purposes (unified soil classification system). ASTM International, West Conshohocken. https://doi.org/10.1520/D2487-17
  • 2. Bordoloi S, Garg A, Sreedeep S, Lin P, Mei G (2018) Investigation of cracking and water availability of soil–biochar composite synthesized from invasive weed water hyacinth. Biores Technol 263:665–677. https://doi.org/10.1016/j.biortech.2018.05.011
  • 3. Carman PC (1956) Flow of gases through porous media. Buttervvorth Scientific Publications, New York
  • 4. Damkjaer A, Korsbech U (1992) A small-diameter probe for in situ measurements of gas permeability of soils. Radiat Prot Dosim 45(1–4):85–89. https://doi.org/10.1016/j.rser.2016.06.003
  • 5. DDI (Decagon Devices Inc) (2016) MPS-2 and MPS-6 dielectric water potential sensors operator’s manual. Decagon Devices, Pullman. http://manuals.decagon.com/Retired%20and%20Discontinued/Manuals/13755_MPS-2and6_Web.pdf
  • 6. Fredlund DG, Morgenstern NR (1977) Stress state variables for unsaturated soils. J Geotech Geoenviron Eng (ASCE 12919) 103:447–466
  • 7. Garg A, Ng CWW (2015) Investigation of soil density effect on suction induced due to root water uptake by Schefflera heptaphylla. J Plant Nutr Soil Sci 178(4):586–591. https://doi.org/10.1002/jpln.201400265
  • 8. Garg A, Bordoloi S, Ni J, Cai W, Maddibiona PG, Mei G, Poulsent TG, Lin P (2019) Influence of biochar addition on gas permeability in unsaturated soil. Géotech Lett. https://doi.org/10.1680/jgele.18.00190
  • 9. Gopal P, Bordoloi S, Ratnam R, Lin P, Cai W, Buragohain P, Sreedeep S (2019) Investigation of infiltration rate for soil–biochar composites of water hyacinth. Acta Geophys 67(1):231–246. https://doi.org/10.1007/s11600-018-0237-8
  • 10. Jagtap SS, Lall U, Jones JW, Gijsman AJ, Ritchie JT (2004) Dynamic nearest-neighbor method for estimating soil water parameters. Trans ASAE 47:1437–1444
  • 11. Jien SH, Wang CS (2013) Effects of biochar on soil properties and erosion potential in a highly weathered soil. CATENA 110:225–233. https://doi.org/10.1016/j.catena.2013.06.021
  • 12. Joseph J, Kuntikana G, Singh DN (2019) Investigations on gas permeability in porous media. J Nat Gas Sci Eng 64:81–92. https://doi.org/10.1016/j.jngse.2019.01.017
  • 13. Kavitha B, Reddy PVL, Kim B, Lee SS, Pandey SK, Kim KH (2018) Benefits and limitations of biochar amendment in agricultural soils: a review. J Environ Manag 227:146–154. https://doi.org/10.1016/j.jenvman.2018.08.082
  • 14. Kumar H, Ganesan SP, Bordoloi S, Sreedeep S, Lin P, Mei G, Sarmah AK (2019) Erodibility assessment of compacted biochar amended soil for geo-environmental applications. Sci Total Environ 672:698–707. https://doi.org/10.1016/j.scitotenv.2019.03.417
  • 15. Lehmann J, Joseph S (eds) (2015) Biochar for environmental management: science, technology and implementation. Routledge, Abingdon
  • 16. Liu X, Han F, Zhang X (2012) Effect of biochar on soil aggregates in the loess plateau: results from incubation experiments. Int J Agric Biol 14(6):975–979
  • 17. Mateus MDSCS, Machado SL, Barbosa MC (2012) An attempt to perform water balance in a brazilian municipal solid waste landfill. Waste Manag 32:471–481. https://doi.org/10.1016/j.wasman.2011.11.009
  • 18. Mohareb EA, MacLean HL, Kennedy CA (2011) Greenhouse gas emissions from waste management—assessment of quantification methods. J Air Waste Manag Assoc 61(5):480–493. https://doi.org/10.3155/1047-3289.61.5.480
  • 19. Nemes A, Rawls WJ, Pachepsky YA, Van Genuchten MT (2006) Sensitivity analysis of the nonparametric nearest neighbor technique to estimate soil water retention. Vadose Zone J 5(4):1222–1235. https://doi.org/10.2136/vzj2006.0017
  • 20. Ozcoban MS, Isenkul ME, Güneş-Durak S, Ormanci-Acar T, Övez S, Tüfekci N (2018) Predicting permeability of compacted clay filtrated with landfill leachate by k-nearest neighbors modelling method. Water Sci Technol 77(8):2155–2164. https://doi.org/10.2166/wst.2018.139
  • 21. Pohjankukka J, Riihimäki H, Nevalainen P, Pahikkala T, Ala-Ilomäki J, Hyvönen E, Heikkonen J (2016) Predictability of boreal forest soil bearing capacity by machine learning. J Terrramech 68:1–8. https://doi.org/10.1016/j.jterra.2016.09.001
  • 22. Rahman SAZ, Mitra KC, Islam SM (2018) Soil classification using machine learning methods and crop suggestion based on soil series. In: 2018 21st international conference of computer and information technology (ICCIT). IEEE, New York, pp 1–4. https://doi.org/10.1109/ICCITECHN.2018.8631943
  • 23. Reddy KR, Yaghoubi P, Yukselen-Aksoy Y (2015) Effects of biochar amendment on geotechnical properties of landfill cover soil. Waste Manag Res 33(6):524–532. https://doi.org/10.1177/0734242X15580192
  • 24. Saiyouri N, Bouasker M, Khelidj A (2008) Gas permeability measurement on injected soils with cement grout. Cem Concr Res 38(1):95–103. https://doi.org/10.1016/j.cemconres.2007.08.015
  • 25. Valdes-Parada FJ, Ochoa-Tapia JA, Alvarez-Ramirez J (2009) Validity of the permeability Carman–Kozeny equation: a volume averaging approach. Physica A 388(6):789–798
  • 26. Wong JTF, Chen Z, Ng CWW, Wong MH (2016) Gas permeability of biochar-amended clay: potential alternative landfill final cover material. Environ Sci Pollut Res 23(8):7126–7131. https://doi.org/10.1007/s11356-015-4871-2
  • 27. Yang Y, Aplin AC (2010) A permeability–porosity relationship for mudstones. Mar Pet Geol 27(8):1692–1697. https://doi.org/10.1016/j.marpetgeo.2009.07.001
  • 28. Zolfaghari AA, Taghizadeh-Mehrjardi R, Moshki AR, Malone BP, Weldeyohannes AO, Sarmadian F, Yazdani MR (2016) Using the nonparametric k-nearest neighbor approach for predicting cation exchange capacity. Geoderma 265:111–119. https://doi.org/10.1016/j.geoderma.2015.11.012
Uwagi
Opracowanie rekordu ze środków MNiSW, umowa Nr 461252 w ramach programu "Społeczna odpowiedzialność nauki" - moduł: Popularyzacja nauki i promocja sportu (2021)
Typ dokumentu
Bibliografia
Identyfikator YADDA
bwmeta1.element.baztech-0292864b-bb9c-46f8-b4e9-7f4e1fa5f93d
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